{"id":"W2949376168","doi":"10.1002/hon.131_2631","title":"PRIMARY PANCREATIC LYMPHOMA: CLINICAL PRESENTATION, DIAGNOSIS, TREATMENT AND OUTCOME IN A MULTICENTRIC ITALIAN EXPERIENCE","year":2019,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Internal medicine; Chemotherapy; Hematology; Lymphoma; Medical record; International Prognostic Index; Gastroenterology; Radiation therapy; Oncology; Diffuse large B-cell lymphoma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837569,0.0002473884,0.001205579,0.0001031753,0.00004097247,0.00001524595,0.00007433813,0.0002987489,0.000313921],"category_scores_gemma":[0.000310433,0.0001587711,0.0001548059,0.000192083,0.0001893634,0.00007558995,0.00008188649,0.00007696519,0.0002444223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006906343,"about_ca_system_score_gemma":0.0001538188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001480823,"about_ca_topic_score_gemma":0.00003096272,"domain_scores_codex":[0.99777,0.0002409396,0.0008407388,0.0005958202,0.0001564395,0.0003960844],"domain_scores_gemma":[0.9975864,0.001630674,0.00016484,0.0003039147,0.00004020226,0.0002739844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003260635,0.006043731,0.9702308,0.00007071526,0.00007188923,0.001171644,0.0004652515,6.663101e-7,0.00001392825,0.0005261793,0.0001071012,0.02097203],"study_design_scores_gemma":[0.01248337,0.002717363,0.9730502,0.00005435037,0.0001443024,0.0005815632,0.0003550983,0.00008808091,0.000153694,0.00005373569,0.01016435,0.0001539175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991488,0.001762659,0.000002261414,0.002018249,0.0002002051,0.001418188,0.000004246863,0.00005463019,0.003051499],"genre_scores_gemma":[0.9941264,0.00196179,0.001202625,0.001407086,0.00004086963,0.0009418923,0.00002803623,0.00001240728,0.0002788822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02081811,"threshold_uncertainty_score":0.6474496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06891196737359159,"score_gpt":0.4040591967374352,"score_spread":0.3351472293638436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}